Dataset Network profiling

Dataset statistics

Number of variables	23
Number of observations	98581
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	1
Duplicate rows (%)	< 0.1%
Total size in memory	64.0 MiB
Average record size in memory	681.3 B

Variable types

Numeric	14
Categorical	5
Unsupported	1
Text	2
DateTime	1

Alerts

Dataset has 1 (< 0.1%) duplicate rows	Duplicates
`service` is highly imbalanced (65.9%)	Imbalance
`ashula_detection` is highly imbalanced (90.2%)	Imbalance
`duration` is highly skewed (γ1 = 209.420594)	Skewed
`source_bytes` is highly skewed (γ1 = 65.38199182)	Skewed
`destination_bytes` is highly skewed (γ1 = 298.2611492)	Skewed
`malware_detection` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`duration` has 25216 (25.6%) zeros	Zeros
`source_bytes` has 39223 (39.8%) zeros	Zeros
`destination_bytes` has 62521 (63.4%) zeros	Zeros
`count` has 74351 (75.4%) zeros	Zeros
`same_srv_rate` has 75012 (76.1%) zeros	Zeros
`serror_rate` has 97530 (98.9%) zeros	Zeros
`srv_serror_rate` has 78605 (79.7%) zeros	Zeros
`dst_host_count` has 65040 (66.0%) zeros	Zeros
`dst_host_srv_count` has 43285 (43.9%) zeros	Zeros
`dst_host_same_src_port_rate` has 89234 (90.5%) zeros	Zeros
`dst_host_serror_rate` has 95073 (96.4%) zeros	Zeros
`dst_host_srv_serror_rate` has 92757 (94.1%) zeros	Zeros
`destination_port_number` has 29960 (30.4%) zeros	Zeros

Reproduction

Analysis started	2024-07-08 04:48:00.131031
Analysis finished	2024-07-08 04:48:50.425921
Duration	50.29 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

duration
Real number (ℝ)

SKEWED ZEROS

Distinct	54132
Distinct (%)	54.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.5050821

Minimum	0
Maximum	86364.574
Zeros	25216
Zeros (%)	25.6%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	2.083493
Q3	3.373994
95-th percentile	10.215462
Maximum	86364.574
Range	86364.574
Interquartile range (IQR)	3.373994

Descriptive statistics

Standard deviation	350.55039
Coefficient of variation (CV)	63.677596
Kurtosis	46876.256
Mean	5.5050821
Median Absolute Deviation (MAD)	2.069894
Skewness	209.42059
Sum	542696.5
Variance	122885.58
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	25216	25.6%
2.283496	60	0.1%
2.299986	55	0.1%
0.000899	55	0.1%
2.450021	50	0.1%
2.266506	50	0.1%
2.250016	49	< 0.1%
2.400051	48	< 0.1%
2.250017	48	< 0.1%
0.00015	47	< 0.1%
Other values (54122)	72903	74.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25216	25.6%
1 × 10^-6	3	< 0.1%
2 × 10^-6	11	< 0.1%
3 × 10^-6	5	< 0.1%
4 × 10^-6	5	< 0.1%
5 × 10^-6	6	< 0.1%
6 × 10^-6	5	< 0.1%
7 × 10^-6	6	< 0.1%
8 × 10^-6	5	< 0.1%
9 × 10^-6	5	< 0.1%

Value	Count	Frequency (%)
86364.57392	1	< 0.1%
60889.73138	1	< 0.1%
22930.01397	1	< 0.1%
19503.64682	1	< 0.1%
4421.657875	1	< 0.1%
1520.813027	1	< 0.1%
1009.383256	1	< 0.1%
930.169867	1	< 0.1%
928.344421	1	< 0.1%
891.775418	1	< 0.1%

service
Categorical

IMBALANCE

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.6 MiB

other	74678
smtp	19224
ssh	3331
dns	1210
http	75
Other values (3)	63

Length

Max length	8
Median length	5
Mean length	4.7110802
Min length	3

Characters and Unicode

Total characters	464423
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	other
2nd row	other
3rd row	other
4th row	other
5th row	other

Common Values

Value	Count	Frequency (%)
other	74678	75.8%
smtp	19224	19.5%
ssh	3331	3.4%
dns	1210	1.2%
http	75	0.1%
ssl	55	0.1%
smtp,ssl	5	< 0.1%
ftp	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
other	74678	75.8%
smtp	19224	19.5%
ssh	3331	3.4%
dns	1210	1.2%
http	75	0.1%
ssl	55	0.1%
smtp,ssl	5	< 0.1%
ftp	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
t	94060	20.3%
h	78084	16.8%
o	74678	16.1%
e	74678	16.1%
r	74678	16.1%
s	27221	5.9%
p	19307	4.2%
m	19229	4.1%
d	1210	0.3%
n	1210	0.3%
Other values (3)	68	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	464423	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	94060	20.3%
h	78084	16.8%
o	74678	16.1%
e	74678	16.1%
r	74678	16.1%
s	27221	5.9%
p	19307	4.2%
m	19229	4.1%
d	1210	0.3%
n	1210	0.3%
Other values (3)	68	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	464423	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	94060	20.3%
h	78084	16.8%
o	74678	16.1%
e	74678	16.1%
r	74678	16.1%
s	27221	5.9%
p	19307	4.2%
m	19229	4.1%
d	1210	0.3%
n	1210	0.3%
Other values (3)	68	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	464423	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	94060	20.3%
h	78084	16.8%
o	74678	16.1%
e	74678	16.1%
r	74678	16.1%
s	27221	5.9%
p	19307	4.2%
m	19229	4.1%
d	1210	0.3%
n	1210	0.3%
Other values (3)	68	< 0.1%

source_bytes
Real number (ℝ)

SKEWED ZEROS

Distinct	2132
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	409.7134

Minimum	0
Maximum	240680
Zeros	39223
Zeros (%)	39.8%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	66
Q3	412
95-th percentile	2115
Maximum	240680
Range	240680
Interquartile range (IQR)	412

Descriptive statistics

Standard deviation	1682.5699
Coefficient of variation (CV)	4.1066996
Kurtosis	7436.3526
Mean	409.7134
Median Absolute Deviation (MAD)	66
Skewness	65.381992
Sum	40389957
Variance	2831041.4
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	39223	39.8%
66	22514	22.8%
412	3895	4.0%
404	3364	3.4%
520	2766	2.8%
1057	2092	2.1%
48	556	0.6%
536	551	0.6%
4	486	0.5%
6	354	0.4%
Other values (2122)	22780	23.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	39223	39.8%
1	4	< 0.1%
2	2	< 0.1%
4	486	0.5%
5	11	< 0.1%
6	354	0.4%
7	56	0.1%
8	32	< 0.1%
10	3	< 0.1%
12	2	< 0.1%

Value	Count	Frequency (%)
240680	1	< 0.1%
203862	1	< 0.1%
156872	1	< 0.1%
72115	1	< 0.1%
63488	1	< 0.1%
58901	1	< 0.1%
58391	1	< 0.1%
57856	4	< 0.1%
57344	4	< 0.1%
56416	1	< 0.1%

destination_bytes
Real number (ℝ)

SKEWED ZEROS

Distinct	392
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	339.89123

Minimum	0
Maximum	9277978
Zeros	62521
Zeros (%)	63.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	175
95-th percentile	735
Maximum	9277978
Range	9277978
Interquartile range (IQR)	175

Descriptive statistics

Standard deviation	30075.975
Coefficient of variation (CV)	88.48706
Kurtosis	91863.777
Mean	339.89123
Median Absolute Deviation (MAD)	0
Skewness	298.26115
Sum	33506817
Variance	9.0456429 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	62521	63.4%
244	15360	15.6%
152	2700	2.7%
735	2058	2.1%
1340	1677	1.7%
164	1617	1.6%
113	1602	1.6%
1581	1417	1.4%
158	1175	1.2%
175	940	1.0%
Other values (382)	7514	7.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	62521	63.4%
1	1	< 0.1%
4	102	0.1%
5	28	< 0.1%
8	5	< 0.1%
9	4	< 0.1%
12	3	< 0.1%
17	10	< 0.1%
20	3	< 0.1%
21	4	< 0.1%

Value	Count	Frequency (%)
9277978	1	< 0.1%
912771	1	< 0.1%
412096	1	< 0.1%
366716	1	< 0.1%
327077	1	< 0.1%
317797	1	< 0.1%
316965	1	< 0.1%
296587	1	< 0.1%
291819	1	< 0.1%
290411	1	< 0.1%

count
Real number (ℝ)

ZEROS

Distinct	98
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.4019131

Minimum	0
Maximum	97
Zeros	74351
Zeros (%)	75.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	10
Maximum	97
Range	97
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	10.523521
Coefficient of variation (CV)	4.381308
Kurtosis	40.468575
Mean	2.4019131
Median Absolute Deviation (MAD)	0
Skewness	6.0968744
Sum	236783
Variance	110.7445
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	74351	75.4%
1	12672	12.9%
2	3572	3.6%
3	1240	1.3%
4	448	0.5%
9	257	0.3%
8	256	0.3%
5	251	0.3%
10	235	0.2%
6	232	0.2%
Other values (88)	5067	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	74351	75.4%
1	12672	12.9%
2	3572	3.6%
3	1240	1.3%
4	448	0.5%
5	251	0.3%
6	232	0.2%
7	224	0.2%
8	256	0.3%
9	257	0.3%

Value	Count	Frequency (%)
97	55	0.1%
96	9	< 0.1%
95	35	< 0.1%
94	12	< 0.1%
93	56	0.1%
92	133	0.1%
91	20	< 0.1%
90	16	< 0.1%
89	45	< 0.1%
88	41	< 0.1%

same_srv_rate
Real number (ℝ)

ZEROS

Distinct	17
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.23475619

Minimum	0
Maximum	1
Zeros	75012
Zeros (%)	76.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.42153506
Coefficient of variation (CV)	1.7956292
Kurtosis	-0.41720318
Mean	0.23475619
Median Absolute Deviation (MAD)	0
Skewness	1.2522618
Sum	23142.5
Variance	0.17769181
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
0	75012	76.1%
1	22745	23.1%
0.5	553	0.6%
0.33	195	0.2%
0.67	21	< 0.1%
0.25	8	< 0.1%
0.9	8	< 0.1%
0.91	7	< 0.1%
0.89	7	< 0.1%
0.92	5	< 0.1%
Other values (7)	20	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	75012	76.1%
0.25	8	< 0.1%
0.33	195	0.2%
0.5	553	0.6%
0.6	2	< 0.1%
0.67	21	< 0.1%
0.75	4	< 0.1%
0.8	2	< 0.1%
0.83	3	< 0.1%
0.86	4	< 0.1%

Value	Count	Frequency (%)
1	22745	23.1%
0.93	1	< 0.1%
0.92	5	< 0.1%
0.91	7	< 0.1%
0.9	8	< 0.1%
0.89	7	< 0.1%
0.88	4	< 0.1%
0.86	4	< 0.1%
0.83	3	< 0.1%
0.8	2	< 0.1%

serror_rate
Real number (ℝ)

ZEROS

Distinct	31
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.010245483

Minimum	0
Maximum	1
Zeros	97530
Zeros (%)	98.9%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.10011183
Coefficient of variation (CV)	9.7713134
Kurtosis	93.153812
Mean	0.010245483
Median Absolute Deviation (MAD)	0
Skewness	9.7421356
Sum	1010.01
Variance	0.010022378
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=31)

Value	Count	Frequency (%)
0	97530	98.9%
1	990	1.0%
0.5	13	< 0.1%
0.23	8	< 0.1%
0.33	6	< 0.1%
0.67	4	< 0.1%
0.24	4	< 0.1%
0.22	3	< 0.1%
0.36	1	< 0.1%
0.38	1	< 0.1%
Other values (21)	21	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97530	98.9%
0.02	1	< 0.1%
0.04	1	< 0.1%
0.06	1	< 0.1%
0.07	1	< 0.1%
0.09	1	< 0.1%
0.11	1	< 0.1%
0.12	1	< 0.1%
0.14	1	< 0.1%
0.16	1	< 0.1%

Value	Count	Frequency (%)
1	990	1.0%
0.75	1	< 0.1%
0.67	4	< 0.1%
0.5	13	< 0.1%
0.41	1	< 0.1%
0.39	1	< 0.1%
0.38	1	< 0.1%
0.36	1	< 0.1%
0.34	1	< 0.1%
0.33	6	< 0.1%

srv_serror_rate
Real number (ℝ)

ZEROS

Distinct	93
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.14688216

Minimum	0
Maximum	1
Zeros	78605
Zeros (%)	79.7%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.32779629
Coefficient of variation (CV)	2.2316958
Kurtosis	2.2528492
Mean	0.14688216
Median Absolute Deviation (MAD)	0
Skewness	1.9973644
Sum	14479.79
Variance	0.10745041
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78605	79.7%
1	8402	8.5%
0.5	2575	2.6%
0.33	1515	1.5%
0.25	841	0.9%
0.99	660	0.7%
0.98	460	0.5%
0.2	452	0.5%
0.97	399	0.4%
0.67	351	0.4%
Other values (83)	4321	4.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78605	79.7%
0.01	245	0.2%
0.02	162	0.2%
0.03	136	0.1%
0.04	87	0.1%
0.05	61	0.1%
0.06	62	0.1%
0.07	43	< 0.1%
0.08	48	< 0.1%
0.09	33	< 0.1%

Value	Count	Frequency (%)
1	8402	8.5%
0.99	660	0.7%
0.98	460	0.5%
0.97	399	0.4%
0.96	345	0.3%
0.95	223	0.2%
0.94	172	0.2%
0.93	146	0.1%
0.92	121	0.1%
0.91	106	0.1%

dst_host_count
Real number (ℝ)

ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.69488

Minimum	0
Maximum	100
Zeros	65040
Zeros (%)	66.0%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	5
95-th percentile	86
Maximum	100
Range	100
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	27.342573
Coefficient of variation (CV)	1.9965544
Kurtosis	2.3435721
Mean	13.69488
Median Absolute Deviation (MAD)	0
Skewness	1.9205851
Sum	1350055
Variance	747.61632
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	65040	66.0%
1	5167	5.2%
2	1787	1.8%
100	867	0.9%
3	862	0.9%
53	753	0.8%
47	641	0.7%
4	623	0.6%
94	623	0.6%
46	523	0.5%
Other values (91)	21695	22.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	65040	66.0%
1	5167	5.2%
2	1787	1.8%
3	862	0.9%
4	623	0.6%
5	515	0.5%
6	407	0.4%
7	364	0.4%
8	317	0.3%
9	277	0.3%

Value	Count	Frequency (%)
100	867	0.9%
99	167	0.2%
98	177	0.2%
97	389	0.4%
96	217	0.2%
95	225	0.2%
94	623	0.6%
93	446	0.5%
92	315	0.3%
91	287	0.3%

dst_host_srv_count
Real number (ℝ)

ZEROS

Distinct	101
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.801361

Minimum	0
Maximum	100
Zeros	43285
Zeros (%)	43.9%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	86
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	86

Descriptive statistics

Standard deviation	42.452881
Coefficient of variation (CV)	1.2198626
Kurtosis	-1.4571902
Mean	34.801361
Median Absolute Deviation (MAD)	1
Skewness	0.59604691
Sum	3430753
Variance	1802.2471
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	43285	43.9%
100	10447	10.6%
1	8164	8.3%
99	5400	5.5%
98	2172	2.2%
97	1433	1.5%
2	1180	1.2%
53	733	0.7%
96	718	0.7%
94	655	0.7%
Other values (91)	24394	24.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	43285	43.9%
1	8164	8.3%
2	1180	1.2%
3	455	0.5%
4	324	0.3%
5	291	0.3%
6	263	0.3%
7	261	0.3%
8	222	0.2%
9	229	0.2%

Value	Count	Frequency (%)
100	10447	10.6%
99	5400	5.5%
98	2172	2.2%
97	1433	1.5%
96	718	0.7%
95	405	0.4%
94	655	0.7%
93	525	0.5%
92	377	0.4%
91	408	0.4%

dst_host_same_src_port_rate
Real number (ℝ)

ZEROS

Distinct	45
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.044337347

Minimum	0
Maximum	1
Zeros	89234
Zeros (%)	90.5%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.07
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.20015708
Coefficient of variation (CV)	4.5144126
Kurtosis	18.523839
Mean	0.044337347
Median Absolute Deviation (MAD)	0
Skewness	4.5114041
Sum	4370.82
Variance	0.040062855
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
0	89234	90.5%
1	4071	4.1%
0.01	1638	1.7%
0.02	1632	1.7%
0.03	633	0.6%
0.04	244	0.2%
0.05	150	0.2%
0.33	93	0.1%
0.5	90	0.1%
0.06	87	0.1%
Other values (35)	709	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	89234	90.5%
0.01	1638	1.7%
0.02	1632	1.7%
0.03	633	0.6%
0.04	244	0.2%
0.05	150	0.2%
0.06	87	0.1%
0.07	70	0.1%
0.08	64	0.1%
0.09	39	< 0.1%

Value	Count	Frequency (%)
1	4071	4.1%
0.8	1	< 0.1%
0.75	1	< 0.1%
0.67	17	< 0.1%
0.64	2	< 0.1%
0.6	1	< 0.1%
0.5	90	0.1%
0.46	1	< 0.1%
0.44	1	< 0.1%
0.43	1	< 0.1%

dst_host_serror_rate
Real number (ℝ)

ZEROS

Distinct	78
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.034489608

Minimum	0
Maximum	1
Zeros	95073
Zeros (%)	96.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.18139643
Coefficient of variation (CV)	5.2594518
Kurtosis	24.081986
Mean	0.034489608
Median Absolute Deviation (MAD)	0
Skewness	5.1000291
Sum	3400.02
Variance	0.032904665
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	95073	96.4%
1	3290	3.3%
0.8	33	< 0.1%
0.23	8	< 0.1%
0.76	6	< 0.1%
0.79	5	< 0.1%
0.04	5	< 0.1%
0.5	5	< 0.1%
0.09	5	< 0.1%
0.1	5	< 0.1%
Other values (68)	146	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	95073	96.4%
0.01	1	< 0.1%
0.02	1	< 0.1%
0.03	1	< 0.1%
0.04	5	< 0.1%
0.05	2	< 0.1%
0.06	1	< 0.1%
0.07	1	< 0.1%
0.09	5	< 0.1%
0.1	5	< 0.1%

Value	Count	Frequency (%)
1	3290	3.3%
0.97	2	< 0.1%
0.96	1	< 0.1%
0.92	1	< 0.1%
0.89	2	< 0.1%
0.88	2	< 0.1%
0.85	1	< 0.1%
0.81	3	< 0.1%
0.8	33	< 0.1%
0.79	5	< 0.1%

dst_host_srv_serror_rate
Real number (ℝ)

ZEROS

Distinct	85
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.057593553

Minimum	0
Maximum	1
Zeros	92757
Zeros (%)	94.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.23178227
Coefficient of variation (CV)	4.0244482
Kurtosis	12.401861
Mean	0.057593553
Median Absolute Deviation (MAD)	0
Skewness	3.79153
Sum	5677.63
Variance	0.053723021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	92757	94.1%
1	4932	5.0%
0.99	329	0.3%
0.98	136	0.1%
0.96	58	0.1%
0.91	28	< 0.1%
0.97	23	< 0.1%
0.87	17	< 0.1%
0.82	14	< 0.1%
0.9	14	< 0.1%
Other values (75)	273	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	92757	94.1%
0.01	1	< 0.1%
0.02	1	< 0.1%
0.03	1	< 0.1%
0.04	5	< 0.1%
0.05	2	< 0.1%
0.06	12	< 0.1%
0.07	9	< 0.1%
0.09	6	< 0.1%
0.1	6	< 0.1%

Value	Count	Frequency (%)
1	4932	5.0%
0.99	329	0.3%
0.98	136	0.1%
0.97	23	< 0.1%
0.96	58	0.1%
0.95	12	< 0.1%
0.94	10	< 0.1%
0.93	10	< 0.1%
0.92	13	< 0.1%
0.91	28	< 0.1%

flag
Categorical

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.4 MiB

OTH	33956
SF	24219
S0	20122
RSTO	11303
REJ	7631
Other values (8)	1350

Length

Max length	6
Median length	5
Mean length	2.6864913
Min length	2

Characters and Unicode

Total characters	264837
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	S0
2nd row	S0
3rd row	SF
4th row	S0
5th row	RSTO

Common Values

Value	Count	Frequency (%)
OTH	33956	34.4%
SF	24219	24.6%
S0	20122	20.4%
RSTO	11303	11.5%
REJ	7631	7.7%
RSTOS0	405	0.4%
RSTR	361	0.4%
RSTRH	351	0.4%
SHR	87	0.1%
SH	82	0.1%
Other values (3)	64	0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
oth	33956	34.4%
sf	24219	24.6%
s0	20122	20.4%
rsto	11303	11.5%
rej	7631	7.7%
rstos0	405	0.4%
rstr	361	0.4%
rstrh	351	0.4%
shr	87	0.1%
sh	82	0.1%
Other values (3)	64	0.1%

Most occurring characters

Value	Count	Frequency (%)
S	57399	21.7%
T	46376	17.5%
O	45664	17.2%
H	34476	13.0%
F	24219	9.1%
R	20850	7.9%
0	20527	7.8%
E	7631	2.9%
J	7631	2.9%
1	41	< 0.1%
Other values (2)	23	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	264837	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
S	57399	21.7%
T	46376	17.5%
O	45664	17.2%
H	34476	13.0%
F	24219	9.1%
R	20850	7.9%
0	20527	7.8%
E	7631	2.9%
J	7631	2.9%
1	41	< 0.1%
Other values (2)	23	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	264837	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
S	57399	21.7%
T	46376	17.5%
O	45664	17.2%
H	34476	13.0%
F	24219	9.1%
R	20850	7.9%
0	20527	7.8%
E	7631	2.9%
J	7631	2.9%
1	41	< 0.1%
Other values (2)	23	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	264837	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
S	57399	21.7%
T	46376	17.5%
O	45664	17.2%
H	34476	13.0%
F	24219	9.1%
R	20850	7.9%
0	20527	7.8%
E	7631	2.9%
J	7631	2.9%
1	41	< 0.1%
Other values (2)	23	< 0.1%

malware_detection
Unsupported

REJECTED UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	6.0 MiB

ashula_detection
Categorical

IMBALANCE

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.2 MiB

0	92419
60(2)	5413
130(1),131(2)	368
60(1)	302
129(4)	56
Other values (10)	23

Length

Max length	13
Median length	1
Mean length	1.2807235
Min length	1

Characters and Unicode

Total characters	126255
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	6 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	60(2)
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	92419	93.7%
60(2)	5413	5.5%
130(1),131(2)	368	0.4%
60(1)	302	0.3%
129(4)	56	0.1%
41(1)	7	< 0.1%
151(1)	5	< 0.1%
129(2)	3	< 0.1%
119(1)	2	< 0.1%
80(1)	1	< 0.1%
Other values (5)	5	< 0.1%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
0	92419	93.7%
60(2	5413	5.5%
130(1),131(2	368	0.4%
60(1	302	0.3%
129(4	56	0.1%
41(1	7	< 0.1%
151(1	5	< 0.1%
129(2	3	< 0.1%
119(1	2	< 0.1%
80(1	1	< 0.1%
Other values (5)	5	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	98503	78.0%
(	6532	5.2%
)	6532	5.2%
2	5846	4.6%
6	5720	4.5%
1	1877	1.5%
3	739	0.6%
,	370	0.3%
4	65	0.1%
9	61	< 0.1%
Other values (2)	10	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	126255	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	98503	78.0%
(	6532	5.2%
)	6532	5.2%
2	5846	4.6%
6	5720	4.5%
1	1877	1.5%
3	739	0.6%
,	370	0.3%
4	65	0.1%
9	61	< 0.1%
Other values (2)	10	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	126255	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	98503	78.0%
(	6532	5.2%
)	6532	5.2%
2	5846	4.6%
6	5720	4.5%
1	1877	1.5%
3	739	0.6%
,	370	0.3%
4	65	0.1%
9	61	< 0.1%
Other values (2)	10	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	126255	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	98503	78.0%
(	6532	5.2%
)	6532	5.2%
2	5846	4.6%
6	5720	4.5%
1	1877	1.5%
3	739	0.6%
,	370	0.3%
4	65	0.1%
9	61	< 0.1%
Other values (2)	10	< 0.1%

label
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.3 MiB

-1	71487
1	21863
-2	5231

Length

Max length	2
Median length	2
Mean length	1.778223
Min length	1

Characters and Unicode

Total characters	175299
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-1
2nd row	-2
3rd row	-1
4th row	-1
5th row	-1

Common Values

Value	Count	Frequency (%)
-1	71487	72.5%
1	21863	22.2%
-2	5231	5.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	93350	94.7%
2	5231	5.3%

Most occurring characters

Value	Count	Frequency (%)
1	93350	53.3%
-	76718	43.8%
2	5231	3.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	175299	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	93350	53.3%
-	76718	43.8%
2	5231	3.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	175299	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	93350	53.3%
-	76718	43.8%
2	5231	3.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	175299	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	93350	53.3%
-	76718	43.8%
2	5231	3.0%

source_ip_address
Text

Distinct	5260
Distinct (%)	5.3%
Missing	0
Missing (%)	0.0%
Memory size	9.8 MiB

Length

Max length	39
Median length	39
Mean length	39
Min length	39

Characters and Unicode

Total characters	3844659
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	2141 ?
Unique (%)	2.2%

Sample

1st row	fda2:69aa:1f1a:2d57:7da5:27fc:07e8:2808
2nd row	fda2:69aa:1f1a:509a:0b19:590a:0528:2375
3rd row	fda2:69aa:1f1a:232a:7a25:0083:5f86:3cc0
4th row	fda2:69aa:1f1a:a757:7d73:278f:61f1:0f3f
5th row	fda2:69aa:1f1a:9113:3c52:037e:52b3:2742

Value	Count	Frequency (%)
fda2:69aa:1f1a:f71e:2c74:1cc3:03a1:677d	5010	5.1%
fda2:69aa:1f1a:9076:3474:2dc8:0346:7b96	3396	3.4%
fda2:69aa:1f1a:dab8:217d:2812:1329:2aa5	1367	1.4%
fda2:69aa:1f1a:5d95:24cd:714a:79fa:1711	1338	1.4%
fda2:69aa:1f1a:664f:23af:3943:1fcb:07f2	1068	1.1%
fda2:69aa:1f1a:72a4:7f88:5bba:0a62:6183	1040	1.1%
fda2:69aa:1f1a:0eca:7f94:66cc:08cd:3805	905	0.9%
fda2:69aa:1f1a:e753:2312:393e:1f3b:54c4	876	0.9%
fda2:69aa:1f1a:a757:7d73:278f:61f1:0f3f	738	0.7%
fda2:69aa:1f1a:08f4:0971:7cf9:4dc6:3757	597	0.6%
Other values (5250)	82246	83.4%

Most occurring characters

Value	Count	Frequency (%)
:	690067	17.9%
a	482910	12.6%
1	361909	9.4%
f	321511	8.4%
2	271281	7.1%
6	209283	5.4%
0	207629	5.4%
9	189592	4.9%
d	189144	4.9%
3	168109	4.4%
Other values (7)	753224	19.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3844659	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
:	690067	17.9%
a	482910	12.6%
1	361909	9.4%
f	321511	8.4%
2	271281	7.1%
6	209283	5.4%
0	207629	5.4%
9	189592	4.9%
d	189144	4.9%
3	168109	4.4%
Other values (7)	753224	19.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3844659	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
:	690067	17.9%
a	482910	12.6%
1	361909	9.4%
f	321511	8.4%
2	271281	7.1%
6	209283	5.4%
0	207629	5.4%
9	189592	4.9%
d	189144	4.9%
3	168109	4.4%
Other values (7)	753224	19.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3844659	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
:	690067	17.9%
a	482910	12.6%
1	361909	9.4%
f	321511	8.4%
2	271281	7.1%
6	209283	5.4%
0	207629	5.4%
9	189592	4.9%
d	189144	4.9%
3	168109	4.4%
Other values (7)	753224	19.6%

source_port_number
Real number (ℝ)

Distinct	13232
Distinct (%)	13.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8029.2514

Minimum	0
Maximum	65492
Zeros	12
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	8
median	2057
Q3	4311
95-th percentile	51073
Maximum	65492
Range	65492
Interquartile range (IQR)	4303

Descriptive statistics

Standard deviation	15857.205
Coefficient of variation (CV)	1.9749295
Kurtosis	3.9403832
Mean	8029.2514
Median Absolute Deviation (MAD)	2049
Skewness	2.3153228
Sum	7.9153164 × 10⁸
Variance	2.5145096 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8	29929	30.4%
7000	1677	1.7%
3	1228	1.2%
123	858	0.9%
138	810	0.8%
52964	488	0.5%
137	443	0.4%
445	318	0.3%
1025	266	0.3%
4574	248	0.3%
Other values (13222)	62316	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12	< 0.1%
3	1228	1.2%
5	3	< 0.1%
8	29929	30.4%
11	25	< 0.1%
50	4	< 0.1%
53	2	< 0.1%
80	2	< 0.1%
111	3	< 0.1%
123	858	0.9%

Value	Count	Frequency (%)
65492	1	< 0.1%
65457	1	< 0.1%
65445	1	< 0.1%
65435	1	< 0.1%
65415	1	< 0.1%
65401	1	< 0.1%
65297	2	< 0.1%
65253	3	< 0.1%
65235	1	< 0.1%
65095	1	< 0.1%

destination_ip_address
Text

Distinct	827
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Memory size	9.8 MiB

Length

Max length	39
Median length	39
Mean length	39
Min length	39

Characters and Unicode

Total characters	3844659
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	334 ?
Unique (%)	0.3%

Sample

1st row	fda2:69aa:1f1a:425e:1046:01b0:02d4:2adb
2nd row	fda2:69aa:1f1a:f505:7df6:2782:60e4:44d6
3rd row	fda2:69aa:1f1a:f820:7d99:2701:0ff4:1570
4th row	fda2:69aa:1f1a:1499:7d6b:27b7:6172:002c
5th row	fda2:69aa:1f1a:ec01:7d38:2763:0f17:1b37

Value	Count	Frequency (%)
fda2:69aa:1f1a:ff21:7d89:27cd:0747:0f1b	21763	22.1%
fda2:69aa:1f1a:a757:7d73:278f:61f1:0f3f	5304	5.4%
fda2:69aa:1f1a:d2e2:7d9f:27ea:0f5e:177a	4226	4.3%
fda2:69aa:1f1a:0e37:7d87:27ac:6185:03ca	3638	3.7%
fda2:69aa:1f1a:9e48:7d6c:27e7:0fd9:1668	3185	3.2%
fda2:69aa:1f1a:d21b:7dfc:2744:0f44:1587	2715	2.8%
fda2:69aa:1f1a:389a:7d13:27c9:0769:0564	1743	1.8%
fda2:69aa:1f1a:a605:7d11:2746:60bc:0ffc	1106	1.1%
fda2:69aa:1f1a:f820:7d99:2701:0ff4:1570	796	0.8%
fda2:69aa:1f1a:1499:7d6b:27b7:6172:002c	651	0.7%
Other values (817)	53454	54.2%

Most occurring characters

Value	Count	Frequency (%)
:	690067	17.9%
a	464330	12.1%
f	357700	9.3%
1	332178	8.6%
7	326907	8.5%
2	278435	7.2%
d	263278	6.8%
6	208976	5.4%
0	190876	5.0%
9	187337	4.9%
Other values (7)	544575	14.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	3844659	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
:	690067	17.9%
a	464330	12.1%
f	357700	9.3%
1	332178	8.6%
7	326907	8.5%
2	278435	7.2%
d	263278	6.8%
6	208976	5.4%
0	190876	5.0%
9	187337	4.9%
Other values (7)	544575	14.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	3844659	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
:	690067	17.9%
a	464330	12.1%
f	357700	9.3%
1	332178	8.6%
7	326907	8.5%
2	278435	7.2%
d	263278	6.8%
6	208976	5.4%
0	190876	5.0%
9	187337	4.9%
Other values (7)	544575	14.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	3844659	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
:	690067	17.9%
a	464330	12.1%
f	357700	9.3%
1	332178	8.6%
7	326907	8.5%
2	278435	7.2%
d	263278	6.8%
6	208976	5.4%
0	190876	5.0%
9	187337	4.9%
Other values (7)	544575	14.2%

destination_port_number
Real number (ℝ)

ZEROS

Distinct	689
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1607.0727

Minimum	0
Maximum	65415
Zeros	29960
Zeros (%)	30.4%
Negative	0
Negative (%)	0.0%
Memory size	1.5 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	25
Q3	1027
95-th percentile	5900
Maximum	65415
Range	65415
Interquartile range (IQR)	1027

Descriptive statistics

Standard deviation	6610.8305
Coefficient of variation (CV)	4.1135852
Kurtosis	51.633342
Mean	1607.0727
Median Absolute Deviation (MAD)	25
Skewness	6.9168218
Sum	1.5842683 × 10⁸
Variance	43703080
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	29960	30.4%
25	19979	20.3%
139	11678	11.8%
1433	7313	7.4%
1434	5722	5.8%
22	4214	4.3%
2967	3370	3.4%
445	1424	1.4%
137	1196	1.2%
1026	1078	1.1%
Other values (679)	12647	12.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29960	30.4%
1	76	0.1%
3	902	0.9%
8	1	< 0.1%
10	165	0.2%
13	85	0.1%
21	30	< 0.1%
22	4214	4.3%
25	19979	20.3%
53	30	< 0.1%

Value	Count	Frequency (%)
65415	1	< 0.1%
65364	5	< 0.1%
65258	1	< 0.1%
65120	1	< 0.1%
64956	1	< 0.1%
64936	1	< 0.1%
64450	1	< 0.1%
64310	8	< 0.1%
63849	4	< 0.1%
63516	12	< 0.1%

start_time
Date

Distinct	49150
Distinct (%)	49.9%
Missing	0
Missing (%)	0.0%
Memory size	1.5 MiB

Minimum	2024-07-07 00:00:05
Maximum	2024-07-07 23:59:58

Histogram

Histogram with fixed size bins (bins=50)

protocol
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	6.4 MiB

tcp	56477
icmp	31184
udp	10920

Length

Max length	4
Median length	3
Mean length	3.3163287
Min length	3

Characters and Unicode

Total characters	326927
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	udp
2nd row	udp
3rd row	udp
4th row	udp
5th row	tcp

Common Values

Value	Count	Frequency (%)
tcp	56477	57.3%
icmp	31184	31.6%
udp	10920	11.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
tcp	56477	57.3%
icmp	31184	31.6%
udp	10920	11.1%

Most occurring characters

Value	Count	Frequency (%)
p	98581	30.2%
c	87661	26.8%
t	56477	17.3%
i	31184	9.5%
m	31184	9.5%
u	10920	3.3%
d	10920	3.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	326927	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
p	98581	30.2%
c	87661	26.8%
t	56477	17.3%
i	31184	9.5%
m	31184	9.5%
u	10920	3.3%
d	10920	3.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	326927	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
p	98581	30.2%
c	87661	26.8%
t	56477	17.3%
i	31184	9.5%
m	31184	9.5%
u	10920	3.3%
d	10920	3.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	326927	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
p	98581	30.2%
c	87661	26.8%
t	56477	17.3%
i	31184	9.5%
m	31184	9.5%
u	10920	3.3%
d	10920	3.3%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	duration	service	source_bytes	destination_bytes	flag	ashula_detection	label	source_ip_address	source_port_number	destination_ip_address	destination_port_number	start_time	protocol
0	86364.573924	other	240680	0	S0	0	-1	fda2:69aa:1f1a:2d57:7da5:27fc:07e8:2808	32770	fda2:69aa:1f1a:425e:1046:01b0:02d4:2adb	8649	00:00:18	udp
1	0.000000	other	0	0	S0	60(2)	-2	fda2:69aa:1f1a:509a:0b19:590a:0528:2375	1050	fda2:69aa:1f1a:f505:7df6:2782:60e4:44d6	1434	00:00:27	udp
2	0.003340	other	48	48	SF	0	-1	fda2:69aa:1f1a:232a:7a25:0083:5f86:3cc0	123	fda2:69aa:1f1a:f820:7d99:2701:0ff4:1570	123	00:00:53	udp
3	0.000000	other	0	0	S0	0	-1	fda2:69aa:1f1a:a757:7d73:278f:61f1:0f3f	138	fda2:69aa:1f1a:1499:7d6b:27b7:6172:002c	138	00:00:57	udp
4	0.311797	other	0	0	RSTO	0	-1	fda2:69aa:1f1a:9113:3c52:037e:52b3:2742	11810	fda2:69aa:1f1a:ec01:7d38:2763:0f17:1b37	139	00:01:17	tcp
5	1.667120	other	404	144	RSTO	0	-1	fda2:69aa:1f1a:9113:3c52:037e:52b3:2742	11816	fda2:69aa:1f1a:ec01:7d38:2763:0f17:1b37	139	00:01:17	tcp
6	1.655007	other	393	221	RSTO	0	-1	fda2:69aa:1f1a:9113:3c52:037e:52b3:2742	11842	fda2:69aa:1f1a:ec01:7d38:2763:0f17:1b37	139	00:01:19	tcp
7	2.974089	other	0	0	S0	0	-1	fda2:69aa:1f1a:9113:3c52:037e:52b3:2742	11901	fda2:69aa:1f1a:bcaa:7d88:2739:607c:006d	139	00:01:22	tcp
8	0.000000	other	0	0	S0	60(2)	-2	fda2:69aa:1f1a:1fea:0b8c:50c0:0350:7441	3931	fda2:69aa:1f1a:529a:7d27:27da:6009:20b9	1434	00:01:23	udp
9	0.000000	other	0	0	S0	60(2)	-2	fda2:69aa:1f1a:1ae1:2579:1583:40f7:5489	1119	fda2:69aa:1f1a:8136:7dac:27e3:60d6:03fd	1434	00:01:26	udp

	duration	service	source_bytes	destination_bytes	count	same_srv_rate	dst_host_count	dst_host_srv_count	flag	label	source_ip_address	source_port_number	destination_ip_address	destination_port_number	start_time	protocol
58095	6.180143	smtp	1407	244	1	1.0	24	100	SF	1	fda2:69aa:1f1a:6c97:23b6:3d14:190b:435c	45897	fda2:69aa:1f1a:ff21:7d89:27cd:0747:0f1b	25	23:59:47	tcp
58096	6.072081	smtp	1415	244	2	1.0	25	100	SF	1	fda2:69aa:1f1a:6c97:23b6:3d14:190b:435c	45910	fda2:69aa:1f1a:ff21:7d89:27cd:0747:0f1b	25	23:59:48	tcp
58097	0.105811	other	317	250	0	0.0	10	17	RSTO	-1	fda2:69aa:1f1a:449b:22f8:06a1:1ea5:3515	4827	fda2:69aa:1f1a:0e37:7d87:27ac:6185:03ca	445	23:59:52	tcp
58098	2.965458	smtp	702	244	0	0.0	0	100	SF	1	fda2:69aa:1f1a:4241:2509:2cef:0383:23cc	1261	fda2:69aa:1f1a:ff21:7d89:27cd:0747:0f1b	25	23:59:55	tcp
58099	0.000000	other	0	0	0	0.0	0	1	OTH	-1	fda2:69aa:1f1a:9e99:7d3a:2778:6019:0bc1	61774	fda2:69aa:1f1a:e118:3542:1ebe:2b65:1aea	80	23:59:56	tcp
58100	0.000000	other	0	0	0	0.0	0	0	OTH	-1	fda2:69aa:1f1a:449b:22f8:06a1:1ea5:3515	8	fda2:69aa:1f1a:f130:7dc6:2770:6070:4648	0	23:59:57	icmp
58101	0.000000	other	0	0	0	0.0	0	0	OTH	-1	fda2:69aa:1f1a:449b:22f8:06a1:1ea5:3515	8	fda2:69aa:1f1a:52c6:7dea:27e1:60ba:1330	0	23:59:57	icmp
58102	1.206671	other	0	48	1	0.0	25	0	S1	1	fda2:69aa:1f1a:6c97:23b6:3d14:190b:435c	46014	fda2:69aa:1f1a:ff21:7d89:27cd:0747:0f1b	25	23:59:57	tcp
58103	0.001023	other	0	0	1	1.0	0	1	S1	1	fda2:69aa:1f1a:54c1:0ff4:0f43:0cc7:18a2	1294	fda2:69aa:1f1a:ff21:7d89:27cd:0747:0f1b	25	23:59:58	tcp
58104	0.078453	other	336	154	0	0.0	11	18	RSTO	-1	fda2:69aa:1f1a:449b:22f8:06a1:1ea5:3515	4873	fda2:69aa:1f1a:0e37:7d87:27ac:6185:03ca	445	23:59:58	tcp

Most frequently occurring

	duration	service	source_bytes	destination_bytes	count	same_srv_rate	serror_rate	srv_serror_rate	dst_host_count	dst_host_srv_count	dst_host_same_src_port_rate	dst_host_serror_rate	dst_host_srv_serror_rate	flag	ashula_detection	label	source_ip_address	source_port_number	destination_ip_address	destination_port_number	start_time	protocol	# duplicates
0	0.0	other	0	0	0	0.0	0.0	0.0	0	0	0.0	0.0	0.0	OTH	0	-1	fda2:69aa:1f1a:729b:7dbe:27ba:0fd4:12ac	3	fda2:69aa:1f1a:cc37:239b:2389:0094:3c9d	3	06:00:01	icmp	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts